Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	3000
Missing cells	3958
Missing cells (%)	5.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	585.9 KiB
Average record size in memory	200.0 B

Variable types

Categorical	2
Numeric	22

Alerts

`customer_spend_02` is highly overall correlated with `customer_spend_03` and 5 other fields	High correlation
`customer_spend_03` is highly overall correlated with `customer_spend_02` and 6 other fields	High correlation
`customer_spend_05` is highly overall correlated with `customer_spend_02` and 6 other fields	High correlation
`customer_spend_06` is highly overall correlated with `customer_spend_02` and 6 other fields	High correlation
`customer_spend_07` is highly overall correlated with `customer_spend_02` and 6 other fields	High correlation
`customer_profile_01` is highly overall correlated with `customer_spend_02` and 6 other fields	High correlation
`customer_profile_02` is highly overall correlated with `customer_spend_02` and 6 other fields	High correlation
`merchant_profile_02` is highly overall correlated with `merchant_profile_03`	High correlation
`merchant_spend_09` is highly overall correlated with `merchant_profile_03`	High correlation
`merchant_profile_03` is highly overall correlated with `merchant_profile_02` and 1 other fields	High correlation
`customer_profile_03` is highly overall correlated with `customer_spend_03` and 5 other fields	High correlation
`customer_profile_04` is highly overall correlated with `customer`	High correlation
`customer` is highly overall correlated with `customer_profile_04`	High correlation
`activation` is highly imbalanced (94.5%)	Imbalance
`customer_spend_01` has 466 (15.5%) missing values	Missing
`customer_spend_02` has 466 (15.5%) missing values	Missing
`customer_spend_03` has 223 (7.4%) missing values	Missing
`customer_spend_05` has 223 (7.4%) missing values	Missing
`customer_spend_06` has 149 (5.0%) missing values	Missing
`customer_spend_07` has 149 (5.0%) missing values	Missing
`merchant_spend_06` has 153 (5.1%) missing values	Missing
`merchant_profile_01` has 153 (5.1%) missing values	Missing
`distance_04` has 531 (17.7%) missing values	Missing
`merchant_profile_02` has 470 (15.7%) missing values	Missing
`merchant_spend_09` has 350 (11.7%) missing values	Missing
`merchant_profile_03` has 350 (11.7%) missing values	Missing
`customer_digital_activity_01` has 154 (5.1%) missing values	Missing
`merchant_spend_10` has 91 (3.0%) missing values	Missing
`customer_profile_01` is highly skewed (γ1 = 20.06843632)	Skewed
`merchant_spend_10` is highly skewed (γ1 = 20.38585863)	Skewed
`customer_profile_01` has 361 (12.0%) zeros	Zeros
`customer_profile_02` has 431 (14.4%) zeros	Zeros
`customer_digital_activity_01` has 225 (7.5%) zeros	Zeros
`customer_profile_03` has 185 (6.2%) zeros	Zeros
`customer_digital_activity_02` has 331 (11.0%) zeros	Zeros

Reproduction

Analysis started	2024-03-12 13:16:10.829135
Analysis finished	2024-03-12 13:16:29.125686
Duration	18.3 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

ind_recommended
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	46.9 KiB

0	2622
1	378

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	2622	87.4%
1	378	12.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2622	87.4%
1	378	12.6%

Most occurring characters

Value	Count	Frequency (%)
0	2622	87.4%
1	378	12.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2622	87.4%
1	378	12.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	3000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2622	87.4%
1	378	12.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2622	87.4%
1	378	12.6%

activation
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	46.9 KiB

0	2981
1	19

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2981	99.4%
1	19	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2981	99.4%
1	19	0.6%

Most occurring characters

Value	Count	Frequency (%)
0	2981	99.4%
1	19	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2981	99.4%
1	19	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	3000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2981	99.4%
1	19	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2981	99.4%
1	19	0.6%

customer_spend_01
Real number (ℝ)

Distinct	2478
Distinct (%)	97.8%
Missing	466
Missing (%)	15.5%
Infinite	0
Infinite (%)	0.0%
Mean	122.76042

Minimum	1
Maximum	4068.37
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	1
5-th percentile	13.081625
Q1	37.972599
median	63.289893
Q3	114.27981
95-th percentile	379.46159
Maximum	4068.37
Range	4067.37
Interquartile range (IQR)	76.307211

Descriptive statistics

Standard deviation	241.41387
Coefficient of variation (CV)	1.9665448
Kurtosis	91.485882
Mean	122.76042
Median Absolute Deviation (MAD)	31.53712
Skewness	8.085047
Sum	311074.91
Variance	58280.655
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.1	11	0.4%
1	10	0.3%
100	6	0.2%
9.99	5	0.2%
25	5	0.2%
44.91	3	0.1%
4	3	0.1%
13.99	3	0.1%
46.7525	2	0.1%
2.99	2	0.1%
Other values (2468)	2484	82.8%
(Missing)	466	15.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	10	0.3%
1.05	1	< 0.1%
1.075	1	< 0.1%
1.1	11	0.4%
1.6	1	< 0.1%
1.605	1	< 0.1%
1.99	2	0.1%
2	1	< 0.1%
2.08	1	< 0.1%
2.11	1	< 0.1%

Value	Count	Frequency (%)
4068.37	1	< 0.1%
3500	1	< 0.1%
3400.281667	1	< 0.1%
2965.12	1	< 0.1%
2933.5	1	< 0.1%
2921.2	1	< 0.1%
2665.14625	1	< 0.1%
2332.878	1	< 0.1%
1927.5225	1	< 0.1%
1744.074	1	< 0.1%

customer_spend_02
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	40
Distinct (%)	1.6%
Missing	466
Missing (%)	15.5%
Infinite	0
Infinite (%)	0.0%
Mean	7.5114444

Minimum	1
Maximum	47
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	6
Q3	11
95-th percentile	21
Maximum	47
Range	46
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.4515311
Coefficient of variation (CV)	0.85889355
Kurtosis	3.2375496
Mean	7.5114444
Median Absolute Deviation (MAD)	4
Skewness	1.5259305
Sum	19034
Variance	41.622253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
1	356	11.9%
2	280	9.3%
3	225	7.5%
4	198	6.6%
5	190	6.3%
6	153	5.1%
8	134	4.5%
7	128	4.3%
10	107	3.6%
9	101	3.4%
Other values (30)	662	22.1%
(Missing)	466	15.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	356	11.9%
2	280	9.3%
3	225	7.5%
4	198	6.6%
5	190	6.3%
6	153	5.1%
7	128	4.3%
8	134	4.5%
9	101	3.4%
10	107	3.6%

Value	Count	Frequency (%)
47	2	0.1%
43	1	< 0.1%
42	1	< 0.1%
41	2	0.1%
38	1	< 0.1%
37	1	< 0.1%
36	1	< 0.1%
35	2	0.1%
34	1	< 0.1%
33	1	< 0.1%

customer_spend_03
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	214
Distinct (%)	7.7%
Missing	223
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	45.594166

Minimum	0
Maximum	340
Zeros	5
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	8
median	28
Q3	66
95-th percentile	147
Maximum	340
Range	340
Interquartile range (IQR)	58

Descriptive statistics

Standard deviation	49.047812
Coefficient of variation (CV)	1.0757475
Kurtosis	2.8063865
Mean	45.594166
Median Absolute Deviation (MAD)	23
Skewness	1.5997882
Sum	126615
Variance	2405.6879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	136	4.5%
2	101	3.4%
3	92	3.1%
4	87	2.9%
5	82	2.7%
6	66	2.2%
7	66	2.2%
8	64	2.1%
9	55	1.8%
11	50	1.7%
Other values (204)	1978	65.9%
(Missing)	223	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.2%
1	136	4.5%
2	101	3.4%
3	92	3.1%
4	87	2.9%
5	82	2.7%
6	66	2.2%
7	66	2.2%
8	64	2.1%
9	55	1.8%

Value	Count	Frequency (%)
340	1	< 0.1%
329	1	< 0.1%
301	1	< 0.1%
293	1	< 0.1%
264	2	0.1%
260	1	< 0.1%
256	1	< 0.1%
245	1	< 0.1%
241	1	< 0.1%
237	1	< 0.1%

customer_spend_05
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	2762
Distinct (%)	99.5%
Missing	223
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	13926.256

Minimum	1.05
Maximum	675640.04
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	1.05
5-th percentile	160.66
Q1	1617.78
median	6064
Q3	14724.93
95-th percentile	47487.914
Maximum	675640.04
Range	675638.99
Interquartile range (IQR)	13107.15

Descriptive statistics

Standard deviation	32900.36
Coefficient of variation (CV)	2.3624699
Kurtosis	145.70033
Mean	13926.256
Median Absolute Deviation (MAD)	5210.68
Skewness	10.10774
Sum	38673213
Variance	1.0824337 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.1	5	0.2%
83.94	2	0.1%
23616.32	2	0.1%
2485.77	2	0.1%
3.3	2	0.1%
1741.9	2	0.1%
164.84	2	0.1%
1079.44	2	0.1%
810.39	2	0.1%
50	2	0.1%
Other values (2752)	2754	91.8%
(Missing)	223	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.05	1	< 0.1%
1.1	5	0.2%
2	1	< 0.1%
2.1	1	< 0.1%
3.3	2	0.1%
5	1	< 0.1%
5.98	1	< 0.1%
6	1	< 0.1%
9.69	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
675640.04	1	< 0.1%
537614.72	1	< 0.1%
505937.2	1	< 0.1%
505714.37	1	< 0.1%
478051.89	1	< 0.1%
357934.71	1	< 0.1%
347973.74	1	< 0.1%
260318.31	1	< 0.1%
242669.49	1	< 0.1%
232488.2	1	< 0.1%

customer_spend_06
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	768
Distinct (%)	26.9%
Missing	149
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	233.03613

Minimum	1
Maximum	2234
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	38
median	127
Q3	329
95-th percentile	798
Maximum	2234
Range	2233
Interquartile range (IQR)	291

Descriptive statistics

Standard deviation	276.4519
Coefficient of variation (CV)	1.1863049
Kurtosis	5.4344277
Mean	233.03613
Median Absolute Deviation (MAD)	109
Skewness	2.0297793
Sum	664386
Variance	76425.65
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	44	1.5%
2	34	1.1%
4	33	1.1%
3	29	1.0%
8	28	0.9%
6	26	0.9%
13	25	0.8%
12	24	0.8%
5	24	0.8%
16	23	0.8%
Other values (758)	2561	85.4%
(Missing)	149	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	44	1.5%
2	34	1.1%
3	29	1.0%
4	33	1.1%
5	24	0.8%
6	26	0.9%
7	18	0.6%
8	28	0.9%
9	21	0.7%
10	18	0.6%

Value	Count	Frequency (%)
2234	1	< 0.1%
1866	1	< 0.1%
1864	1	< 0.1%
1861	1	< 0.1%
1850	1	< 0.1%
1729	1	< 0.1%
1636	1	< 0.1%
1632	1	< 0.1%
1615	1	< 0.1%
1517	1	< 0.1%

customer_spend_07
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	348
Distinct (%)	12.2%
Missing	149
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	113.73202

Minimum	1
Maximum	359
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	28
median	86
Q3	186
95-th percentile	300
Maximum	359
Range	358
Interquartile range (IQR)	158

Descriptive statistics

Standard deviation	97.215823
Coefficient of variation (CV)	0.85477968
Kurtosis	-0.72902018
Mean	113.73202
Median Absolute Deviation (MAD)	69
Skewness	0.67934559
Sum	324250
Variance	9450.9162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	56	1.9%
2	39	1.3%
4	37	1.2%
5	35	1.2%
7	34	1.1%
3	33	1.1%
13	33	1.1%
14	32	1.1%
12	30	1.0%
6	30	1.0%
Other values (338)	2492	83.1%
(Missing)	149	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	56	1.9%
2	39	1.3%
3	33	1.1%
4	37	1.2%
5	35	1.2%
6	30	1.0%
7	34	1.1%
8	29	1.0%
9	23	0.8%
10	13	0.4%

Value	Count	Frequency (%)
359	1	< 0.1%
356	1	< 0.1%
355	2	0.1%
354	1	< 0.1%
349	4	0.1%
348	3	0.1%
346	3	0.1%
345	3	0.1%
344	2	0.1%
342	3	0.1%

merchant_spend_06
Real number (ℝ)

Distinct	101
Distinct (%)	3.5%
Missing	153
Missing (%)	5.1%
Infinite	0
Infinite (%)	0.0%
Mean	-80.824025

Minimum	-999
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	328
Negative (%)	10.9%
Memory size	46.9 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	11
median	29
Q3	55
95-th percentile	86
Maximum	100
Range	1099
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	332.29112
Coefficient of variation (CV)	-4.1112914
Kurtosis	3.7489553
Mean	-80.824025
Median Absolute Deviation (MAD)	21
Skewness	-2.3857446
Sum	-230106
Variance	110417.39
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-999	328	10.9%
17	52	1.7%
12	52	1.7%
2	49	1.6%
11	48	1.6%
8	47	1.6%
15	46	1.5%
19	45	1.5%
10	44	1.5%
21	44	1.5%
Other values (91)	2092	69.7%
(Missing)	153	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	328	10.9%
1	18	0.6%
2	49	1.6%
3	34	1.1%
4	41	1.4%
5	34	1.1%
6	30	1.0%
7	43	1.4%
8	47	1.6%
9	37	1.2%

Value	Count	Frequency (%)
100	11	0.4%
99	5	0.2%
98	11	0.4%
97	11	0.4%
96	10	0.3%
95	12	0.4%
94	9	0.3%
93	7	0.2%
92	7	0.2%
91	11	0.4%

merchant_profile_01
Real number (ℝ)

Distinct	50
Distinct (%)	1.8%
Missing	153
Missing (%)	5.1%
Infinite	0
Infinite (%)	0.0%
Mean	264.61574

Minimum	101
Maximum	502
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	101
5-th percentile	101
Q1	101
median	324
Q3	406
95-th percentile	419
Maximum	502
Range	401
Interquartile range (IQR)	305

Descriptive statistics

Standard deviation	137.08052
Coefficient of variation (CV)	0.51803615
Kurtosis	-1.7422119
Mean	264.61574
Median Absolute Deviation (MAD)	93
Skewness	-0.15948455
Sum	753361
Variance	18791.068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101	774	25.8%
406	369	12.3%
326	299	10.0%
103	273	9.1%
202	182	6.1%
416	100	3.3%
417	100	3.3%
419	82	2.7%
403	71	2.4%
307	64	2.1%
Other values (40)	533	17.8%
(Missing)	153	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
101	774	25.8%
102	13	0.4%
103	273	9.1%
201	13	0.4%
202	182	6.1%
301	3	0.1%
302	1	< 0.1%
303	3	0.1%
306	1	< 0.1%
307	64	2.1%

Value	Count	Frequency (%)
502	2	0.1%
501	6	0.2%
420	61	2.0%
419	82	2.7%
418	4	0.1%
417	100	3.3%
416	100	3.3%
415	47	1.6%
414	38	1.3%
413	63	2.1%

customer_profile_01
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	2589
Distinct (%)	86.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2383.037

Minimum	-999
Maximum	282096.02
Zeros	361
Zeros (%)	12.0%
Negative	5
Negative (%)	0.2%
Memory size	46.9 KiB

Quantile statistics

Minimum	-999
5-th percentile	0
Q1	90.325
median	622.54
Q3	2269.32
95-th percentile	9226.368
Maximum	282096.02
Range	283095.02
Interquartile range (IQR)	2178.995

Descriptive statistics

Standard deviation	8243.3007
Coefficient of variation (CV)	3.4591577
Kurtosis	578.95469
Mean	2383.037
Median Absolute Deviation (MAD)	617.11
Skewness	20.068436
Sum	7146727.9
Variance	67952006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	361	12.0%
-999	5	0.2%
0.99	4	0.1%
15	3	0.1%
99	3	0.1%
20	3	0.1%
70	3	0.1%
95	3	0.1%
2.99	3	0.1%
337.69	2	0.1%
Other values (2579)	2609	87.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	5	0.2%
0	361	12.0%
0.07	1	< 0.1%
0.83	1	< 0.1%
0.99	4	0.1%
1	1	< 0.1%
1.35	1	< 0.1%
1.47	1	< 0.1%
1.69	1	< 0.1%
1.77	1	< 0.1%

Value	Count	Frequency (%)
282096.02	1	< 0.1%
204934.9	1	< 0.1%
96577.08	1	< 0.1%
96420.66	1	< 0.1%
67924.24	1	< 0.1%
61138.92	1	< 0.1%
58862.49	1	< 0.1%
51610.85	1	< 0.1%
51161.28	1	< 0.1%
48206.6	1	< 0.1%

customer_profile_02
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2162
Distinct (%)	72.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2013.9796

Minimum	0
Maximum	217279.88
Zeros	431
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	95.49
median	511.83
Q3	1952.765
95-th percentile	7792.019
Maximum	217279.88
Range	217279.88
Interquartile range (IQR)	1857.275

Descriptive statistics

Standard deviation	6292.6802
Coefficient of variation (CV)	3.1245004
Kurtosis	528.48682
Mean	2013.9796
Median Absolute Deviation (MAD)	511.83
Skewness	18.429191
Sum	6039924.9
Variance	39597823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	431	14.4%
200	38	1.3%
100	37	1.2%
40	35	1.2%
300	28	0.9%
1000	20	0.7%
400	20	0.7%
50	20	0.7%
500	19	0.6%
2000	18	0.6%
Other values (2152)	2333	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	431	14.4%
0.99	3	0.1%
1	1	< 0.1%
1.3	1	< 0.1%
1.36	1	< 0.1%
1.47	1	< 0.1%
1.77	1	< 0.1%
1.99	1	< 0.1%
2.23	1	< 0.1%
2.78	1	< 0.1%

Value	Count	Frequency (%)
217279.88	1	< 0.1%
122098.63	1	< 0.1%
102156.57	1	< 0.1%
65246.43	1	< 0.1%
42056.6	1	< 0.1%
40250.21	1	< 0.1%
38553.36	1	< 0.1%
35764.91	1	< 0.1%
34789.14	1	< 0.1%
34763.13	1	< 0.1%

distance_04
Real number (ℝ)

Distinct	1071
Distinct (%)	43.4%
Missing	531
Missing (%)	17.7%
Infinite	0
Infinite (%)	0.0%
Mean	26.048651

Minimum	1
Maximum	2923
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1.3684211
median	3.4285714
Q3	6.9280822
95-th percentile	42.3
Maximum	2923
Range	2922
Interquartile range (IQR)	5.5596611

Descriptive statistics

Standard deviation	152.39291
Coefficient of variation (CV)	5.8503188
Kurtosis	146.63413
Mean	26.048651
Median Absolute Deviation (MAD)	2.4285714
Skewness	10.96521
Sum	64314.118
Variance	23223.599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	556	18.5%
3	68	2.3%
2	55	1.8%
4	49	1.6%
5	46	1.5%
7	33	1.1%
6	32	1.1%
1.5	30	1.0%
2.5	22	0.7%
3.5	22	0.7%
Other values (1061)	1556	51.9%
(Missing)	531	17.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	556	18.5%
1.00877193	1	< 0.1%
1.012195122	1	< 0.1%
1.016129032	1	< 0.1%
1.02173913	1	< 0.1%
1.043478261	1	< 0.1%
1.0625	2	0.1%
1.076470588	1	< 0.1%
1.083333333	2	0.1%
1.099547511	1	< 0.1%

Value	Count	Frequency (%)
2923	1	< 0.1%
2410	1	< 0.1%
2234	1	< 0.1%
2191.5	1	< 0.1%
2124.5	1	< 0.1%
1566	1	< 0.1%
1442	1	< 0.1%
1363	1	< 0.1%
1311	1	< 0.1%
1218.75	2	0.1%

merchant_profile_02
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1339
Distinct (%)	52.9%
Missing	470
Missing (%)	15.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.25136885

Minimum	0.011764706
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	0.011764706
5-th percentile	0.070890807
Q1	0.14699525
median	0.2205591
Q3	0.32220358
95-th percentile	0.5103322
Maximum	1
Range	0.98823529
Interquartile range (IQR)	0.17520833

Descriptive statistics

Standard deviation	0.15405411
Coefficient of variation (CV)	0.61286076
Kurtosis	5.1661336
Mean	0.25136885
Median Absolute Deviation (MAD)	0.082820197
Skewness	1.7747746
Sum	635.9632
Variance	0.023732668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3333333333	71	2.4%
0.25	68	2.3%
0.5	65	2.2%
0.2	55	1.8%
0.1666666667	46	1.5%
0.1428571429	39	1.3%
0.125	30	1.0%
0.2222222222	27	0.9%
0.1111111111	26	0.9%
1	26	0.9%
Other values (1329)	2077	69.2%
(Missing)	470	15.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01176470588	1	< 0.1%
0.01204819277	1	< 0.1%
0.01639344262	1	< 0.1%
0.01886792453	1	< 0.1%
0.02150537634	1	< 0.1%
0.02325581395	1	< 0.1%
0.024	1	< 0.1%
0.025	2	0.1%
0.02816901408	1	< 0.1%
0.02941176471	2	0.1%

Value	Count	Frequency (%)
1	26	0.9%
0.8571428571	1	< 0.1%
0.8235294118	1	< 0.1%
0.8181818182	1	< 0.1%
0.8	2	0.1%
0.75	10	0.3%
0.7272727273	1	< 0.1%
0.7142857143	1	< 0.1%
0.7	2	0.1%
0.6923076923	1	< 0.1%

merchant_spend_09
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	2468
Distinct (%)	93.1%
Missing	350
Missing (%)	11.7%
Infinite	0
Infinite (%)	0.0%
Mean	22033.547

Minimum	5
Maximum	103342
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	5
5-th percentile	772.35
Q1	3974.75
median	11901.5
Q3	28103.25
95-th percentile	83254
Maximum	103342
Range	103337
Interquartile range (IQR)	24128.5

Descriptive statistics

Standard deviation	25397.38
Coefficient of variation (CV)	1.1526687
Kurtosis	1.6052973
Mean	22033.547
Median Absolute Deviation (MAD)	9441.5
Skewness	1.5753381
Sum	58388900
Variance	6.4502692 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13166	4	0.1%
28919	4	0.1%
18755	4	0.1%
4529	3	0.1%
30738	3	0.1%
1967	3	0.1%
5	3	0.1%
3732	3	0.1%
934	3	0.1%
98664	3	0.1%
Other values (2458)	2617	87.2%
(Missing)	350	11.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	3	0.1%
22	1	< 0.1%
32	1	< 0.1%
50	1	< 0.1%
52	1	< 0.1%
62	1	< 0.1%
79	1	< 0.1%
80	1	< 0.1%
87	1	< 0.1%
89	1	< 0.1%

Value	Count	Frequency (%)
103342	1	< 0.1%
103205	1	< 0.1%
103154	1	< 0.1%
102974	1	< 0.1%
102869	1	< 0.1%
102658	1	< 0.1%
102620	1	< 0.1%
102524	1	< 0.1%
102190	1	< 0.1%
102187	1	< 0.1%

merchant_profile_03
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1931
Distinct (%)	72.9%
Missing	350
Missing (%)	11.7%
Infinite	0
Infinite (%)	0.0%
Mean	21546.895

Minimum	1
Maximum	98638
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	1
5-th percentile	603
Q1	3909.25
median	11837
Q3	27733
95-th percentile	82005.85
Maximum	98638
Range	98637
Interquartile range (IQR)	23823.75

Descriptive statistics

Standard deviation	24817.976
Coefficient of variation (CV)	1.1518121
Kurtosis	1.6271689
Mean	21546.895
Median Absolute Deviation (MAD)	9502.5
Skewness	1.5796443
Sum	57099273
Variance	6.1593191 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24708	47	1.6%
36939	44	1.5%
98638	19	0.6%
16599	17	0.6%
7236	14	0.5%
11795	11	0.4%
23900	10	0.3%
5578	10	0.3%
16202	10	0.3%
1593	9	0.3%
Other values (1921)	2459	82.0%
(Missing)	350	11.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8	0.3%
24	1	< 0.1%
27	1	< 0.1%
28	1	< 0.1%
37	1	< 0.1%
46	1	< 0.1%
47	1	< 0.1%
55	1	< 0.1%
62	2	0.1%
69	1	< 0.1%

Value	Count	Frequency (%)
98638	19	0.6%
98623	1	< 0.1%
98553	1	< 0.1%
98499	1	< 0.1%
98445	1	< 0.1%
98189	1	< 0.1%
98177	1	< 0.1%
97954	1	< 0.1%
97882	1	< 0.1%
97708	1	< 0.1%

customer_digital_activity_01
Real number (ℝ)

MISSING ZEROS

Distinct	755
Distinct (%)	26.5%
Missing	154
Missing (%)	5.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.54052719

Minimum	0
Maximum	1
Zeros	225
Zeros (%)	7.5%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.22222222
median	0.55813953
Q3	0.8862013
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.66397908

Descriptive statistics

Standard deviation	0.34613197
Coefficient of variation (CV)	0.64035996
Kurtosis	-1.3879777
Mean	0.54052719
Median Absolute Deviation (MAD)	0.33074935
Skewness	-0.10744967
Sum	1538.3404
Variance	0.11980734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	399	13.3%
0	225	7.5%
0.5	47	1.6%
0.3333333333	28	0.9%
0.6666666667	25	0.8%
0.8	24	0.8%
0.2	24	0.8%
0.25	19	0.6%
0.6	17	0.6%
0.1428571429	16	0.5%
Other values (745)	2022	67.4%
(Missing)	154	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	225	7.5%
0.01818181818	1	< 0.1%
0.02	1	< 0.1%
0.02040816327	1	< 0.1%
0.02083333333	1	< 0.1%
0.02127659574	1	< 0.1%
0.02173913043	1	< 0.1%
0.02272727273	1	< 0.1%
0.02325581395	3	0.1%
0.02380952381	1	< 0.1%

Value	Count	Frequency (%)
1	399	13.3%
0.9871794872	1	< 0.1%
0.9852941176	1	< 0.1%
0.9838709677	1	< 0.1%
0.9818181818	1	< 0.1%
0.9814814815	1	< 0.1%
0.9803921569	3	0.1%
0.98	2	0.1%
0.9795918367	3	0.1%
0.9791666667	1	< 0.1%

merchant_spend_10
Real number (ℝ)

MISSING SKEWED

Distinct	2562
Distinct (%)	88.1%
Missing	91
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	241.02612

Minimum	1
Maximum	39351.15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	1
5-th percentile	10.581
Q1	23.265
median	43
Q3	116.14286
95-th percentile	731.416
Maximum	39351.15
Range	39350.15
Interquartile range (IQR)	92.877857

Descriptive statistics

Standard deviation	1614.1903
Coefficient of variation (CV)	6.6971591
Kurtosis	458.38468
Mean	241.02612
Median Absolute Deviation (MAD)	26.5
Skewness	20.385859
Sum	701144.99
Variance	2605610.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	10	0.3%
25	8	0.3%
30	8	0.3%
45	8	0.3%
10	7	0.2%
50	7	0.2%
35	7	0.2%
150	6	0.2%
450	6	0.2%
20	6	0.2%
Other values (2552)	2836	94.5%
(Missing)	91	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.1%
1.1	1	< 0.1%
1.344364407	1	< 0.1%
1.491869301	1	< 0.1%
1.500229358	1	< 0.1%
1.7	1	< 0.1%
2.233333333	1	< 0.1%
2.99	1	< 0.1%
3.088461538	1	< 0.1%
3.34	1	< 0.1%

Value	Count	Frequency (%)
39351.15	3	0.1%
33405	1	< 0.1%
30103.5	1	< 0.1%
14182.85	1	< 0.1%
9675.65	1	< 0.1%
9603.1	1	< 0.1%
8574.75	1	< 0.1%
8261.28	1	< 0.1%
5040.5	1	< 0.1%
4823.6	1	< 0.1%

customer_profile_03
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2564
Distinct (%)	86.0%
Missing	18
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	48.241643

Minimum	0
Maximum	100
Zeros	185
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13.106729
median	46.192729
Q3	82.796235
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	69.689506

Descriptive statistics

Standard deviation	35.511071
Coefficient of variation (CV)	0.73610824
Kurtosis	-1.4634886
Mean	48.241643
Median Absolute Deviation (MAD)	34.416606
Skewness	0.090105935
Sum	143856.58
Variance	1261.0361
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	227	7.6%
0	185	6.2%
7.614311559	2	0.1%
13.14173912	2	0.1%
65.19974134	2	0.1%
4.057659421	2	0.1%
5.600361333	2	0.1%
32.30505643	2	0.1%
85.75350667	2	0.1%
35.22849304	2	0.1%
Other values (2554)	2554	85.1%
(Missing)	18	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	185	6.2%
0.003083673375	1	< 0.1%
0.004582147064	1	< 0.1%
0.004976753018	1	< 0.1%
0.006537953996	1	< 0.1%
0.008825346195	1	< 0.1%
0.009515782887	1	< 0.1%
0.01917867199	1	< 0.1%
0.02057299449	1	< 0.1%
0.03872742123	1	< 0.1%

Value	Count	Frequency (%)
100	227	7.6%
99.99257197	1	< 0.1%
99.97503836	1	< 0.1%
99.96526308	1	< 0.1%
99.94986176	1	< 0.1%
99.94672	1	< 0.1%
99.92505689	1	< 0.1%
99.92277528	1	< 0.1%
99.91938133	1	< 0.1%
99.91474588	1	< 0.1%

customer_digital_activity_02
Real number (ℝ)

Distinct	284
Distinct (%)	9.5%
Missing	7
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	6.6884397

Minimum	0
Maximum	197.83333
Zeros	331
Zeros (%)	11.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.83333333
median	2.1666667
Q3	5.3333333
95-th percentile	33.5
Maximum	197.83333
Range	197.83333
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	14.401595
Coefficient of variation (CV)	2.1532069
Kurtosis	39.566888
Mean	6.6884397
Median Absolute Deviation (MAD)	1.8333333
Skewness	5.2103906
Sum	20018.5
Variance	207.40593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	331	11.0%
0.1666666667	131	4.4%
1	122	4.1%
1.166666667	111	3.7%
0.8333333333	108	3.6%
1.333333333	107	3.6%
1.666666667	100	3.3%
1.5	98	3.3%
0.3333333333	81	2.7%
0.6666666667	76	2.5%
Other values (274)	1728	57.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	331	11.0%
0.1666666667	131	4.4%
0.3333333333	81	2.7%
0.5	74	2.5%
0.6666666667	76	2.5%
0.8333333333	108	3.6%
1	122	4.1%
1.166666667	111	3.7%
1.333333333	107	3.6%
1.5	98	3.3%

Value	Count	Frequency (%)
197.8333333	1	< 0.1%
174.8333333	1	< 0.1%
162.5	1	< 0.1%
154.6666667	1	< 0.1%
137.1666667	1	< 0.1%
127.8333333	1	< 0.1%
117.3333333	1	< 0.1%
113.6666667	3	0.1%
109	1	< 0.1%
108.6666667	1	< 0.1%

customer_profile_04
Real number (ℝ)

Distinct	533
Distinct (%)	17.8%
Missing	3
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	176.44511

Minimum	2
Maximum	744
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	2
5-th percentile	18
Q1	64
median	149
Q3	251
95-th percentile	461.2
Maximum	744
Range	742
Interquartile range (IQR)	187

Descriptive statistics

Standard deviation	140.2621
Coefficient of variation (CV)	0.79493334
Kurtosis	0.66385496
Mean	176.44511
Median Absolute Deviation (MAD)	92
Skewness	1.0474277
Sum	528806
Variance	19673.457
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43	41	1.4%
52	24	0.8%
79	23	0.8%
67	22	0.7%
41	21	0.7%
64	19	0.6%
21	19	0.6%
175	19	0.6%
257	18	0.6%
75	18	0.6%
Other values (523)	2773	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	5	0.2%
3	16	0.5%
4	12	0.4%
5	9	0.3%
6	13	0.4%
7	10	0.3%
8	7	0.2%
9	13	0.4%
10	11	0.4%
11	5	0.2%

Value	Count	Frequency (%)
744	1	< 0.1%
685	1	< 0.1%
678	1	< 0.1%
676	1	< 0.1%
674	1	< 0.1%
666	1	< 0.1%
659	1	< 0.1%
656	1	< 0.1%
653	1	< 0.1%
648	1	< 0.1%

distance_05
Real number (ℝ)

Distinct	2988
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1853933

Minimum	0.040288661
Maximum	255.97998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	0.040288661
5-th percentile	0.45828968
Q1	1.8904806
median	4.0057958
Q3	7.953539
95-th percentile	19.727978
Maximum	255.97998
Range	255.93969
Interquartile range (IQR)	6.0630584

Descriptive statistics

Standard deviation	7.8062318
Coefficient of variation (CV)	1.2620429
Kurtosis	356.02905
Mean	6.1853933
Median Absolute Deviation (MAD)	2.5669797
Skewness	12.334938
Sum	18556.18
Variance	60.937255
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1885755869	4	0.1%
0.1238412933	4	0.1%
5.006358535	2	0.1%
0.1236240723	2	0.1%
0.4204664203	2	0.1%
0.6469576716	2	0.1%
0.2085569932	2	0.1%
6.964461683	2	0.1%
0.04028866073	1	< 0.1%
6.164381144	1	< 0.1%
Other values (2978)	2978	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.04028866073	1	< 0.1%
0.05990270666	1	< 0.1%
0.08357962633	1	< 0.1%
0.0877162392	1	< 0.1%
0.08798607948	1	< 0.1%
0.09889968918	1	< 0.1%
0.1179272727	1	< 0.1%
0.1220265838	1	< 0.1%
0.1236240723	2	0.1%
0.1238412933	4	0.1%

Value	Count	Frequency (%)
255.9799786	1	< 0.1%
94.99953199	1	< 0.1%
57.51180184	1	< 0.1%
55.74624436	1	< 0.1%
42.77339066	1	< 0.1%
33.01404136	1	< 0.1%
32.75418639	1	< 0.1%
32.64893483	1	< 0.1%
31.59246692	1	< 0.1%
30.69258267	1	< 0.1%

customer
Real number (ℝ)

Distinct	2990
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	229374.2

Minimum	18
Maximum	462568
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	18
5-th percentile	23700.05
Q1	111568
median	227825.5
Q3	346049.75
95-th percentile	441383.25
Maximum	462568
Range	462550
Interquartile range (IQR)	234481.75

Descriptive statistics

Standard deviation	134225.85
Coefficient of variation (CV)	0.58518286
Kurtosis	-1.2096756
Mean	229374.2
Median Absolute Deviation (MAD)	116798.5
Skewness	0.029408129
Sum	6.881226 × 10⁸
Variance	1.8016578 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
291624	2	0.1%
161522	2	0.1%
408655	2	0.1%
288242	2	0.1%
382380	2	0.1%
445092	2	0.1%
68402	2	0.1%
266942	2	0.1%
404996	2	0.1%
458440	2	0.1%
Other values (2980)	2980	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	1	< 0.1%
53	1	< 0.1%
156	1	< 0.1%
219	1	< 0.1%
226	1	< 0.1%
324	1	< 0.1%
384	1	< 0.1%
657	1	< 0.1%
679	1	< 0.1%
959	1	< 0.1%

Value	Count	Frequency (%)
462568	1	< 0.1%
462361	1	< 0.1%
462349	1	< 0.1%
462258	1	< 0.1%
462239	1	< 0.1%
462210	1	< 0.1%
461780	1	< 0.1%
461775	1	< 0.1%
461224	1	< 0.1%
461207	1	< 0.1%

merchant
Real number (ℝ)

Distinct	2954
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	298357.96

Minimum	106
Maximum	591870
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.9 KiB

Quantile statistics

Minimum	106
5-th percentile	29239.9
Q1	151737.75
median	301043
Q3	446427.25
95-th percentile	567709.45
Maximum	591870
Range	591764
Interquartile range (IQR)	294689.5

Descriptive statistics

Standard deviation	170566.9
Coefficient of variation (CV)	0.57168543
Kurtosis	-1.1866248
Mean	298357.96
Median Absolute Deviation (MAD)	147273.5
Skewness	-0.015358107
Sum	8.9507388 × 10⁸
Variance	2.9093067 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
260618	3	0.1%
92994	3	0.1%
449964	3	0.1%
278688	3	0.1%
419424	3	0.1%
227282	2	0.1%
583458	2	0.1%
143284	2	0.1%
19752	2	0.1%
577648	2	0.1%
Other values (2944)	2975	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
106	1	< 0.1%
139	1	< 0.1%
228	1	< 0.1%
400	1	< 0.1%
573	1	< 0.1%
584	1	< 0.1%
734	1	< 0.1%
1022	1	< 0.1%
1026	1	< 0.1%
1311	1	< 0.1%

Value	Count	Frequency (%)
591870	1	< 0.1%
591739	1	< 0.1%
591587	1	< 0.1%
591099	1	< 0.1%
590792	1	< 0.1%
590789	1	< 0.1%
590726	1	< 0.1%
590401	1	< 0.1%
590374	1	< 0.1%
590364	1	< 0.1%

Auto

Heatmap
Table

	customer_spend_01	customer_spend_02	customer_spend_03	customer_spend_05	customer_spend_06	customer_spend_07	merchant_spend_06	merchant_profile_01	customer_profile_01	customer_profile_02	distance_04	merchant_profile_02	merchant_spend_09	merchant_profile_03	customer_digital_activity_01	merchant_spend_10	customer_profile_03	customer_digital_activity_02	customer_profile_04	distance_05	customer	merchant	ind_recommended	activation
customer_spend_01	1.000	0.222	0.145	0.423	0.095	0.089	-0.021	0.034	0.278	0.221	-0.006	0.006	0.009	-0.007	-0.016	0.046	0.171	0.055	0.077	0.020	-0.042	0.003	0.000	0.000
customer_spend_02	0.222	1.000	0.840	0.772	0.825	0.812	-0.020	0.056	0.661	0.617	-0.038	0.023	0.035	0.018	0.004	0.052	0.476	0.229	0.112	-0.050	-0.061	0.016	0.044	0.071
customer_spend_03	0.145	0.840	1.000	0.856	0.916	0.893	-0.009	0.052	0.731	0.697	-0.017	0.012	0.017	0.004	0.034	0.041	0.578	0.266	0.049	-0.049	-0.024	0.016	0.071	0.072
customer_spend_05	0.423	0.772	0.856	1.000	0.841	0.827	-0.025	0.071	0.799	0.749	-0.012	0.028	0.017	0.000	0.032	0.079	0.608	0.275	0.131	-0.051	-0.065	0.022	0.014	0.000
customer_spend_06	0.095	0.825	0.916	0.841	1.000	0.992	-0.010	0.067	0.747	0.718	-0.025	0.016	0.013	0.011	0.036	0.069	0.631	0.294	0.108	-0.065	-0.047	0.033	0.081	0.078
customer_spend_07	0.089	0.812	0.893	0.827	0.992	1.000	-0.015	0.076	0.739	0.715	-0.024	0.020	0.010	0.008	0.036	0.082	0.630	0.288	0.139	-0.066	-0.063	0.036	0.080	0.077
merchant_spend_06	-0.021	-0.020	-0.009	-0.025	-0.010	-0.015	1.000	-0.063	-0.019	-0.029	-0.097	-0.257	0.203	0.101	-0.024	-0.355	-0.012	-0.039	-0.066	0.108	0.021	0.025	0.000	0.011
merchant_profile_01	0.034	0.056	0.052	0.071	0.067	0.076	-0.063	1.000	0.040	0.043	-0.000	0.118	-0.397	-0.398	0.020	0.361	0.056	-0.000	0.154	0.003	-0.088	-0.006	0.021	0.024
customer_profile_01	0.278	0.661	0.731	0.799	0.747	0.739	-0.019	0.040	1.000	0.831	-0.014	0.042	0.043	0.020	0.008	0.064	0.560	0.289	0.108	-0.075	-0.044	0.044	0.048	0.000
customer_profile_02	0.221	0.617	0.697	0.749	0.718	0.715	-0.029	0.043	0.831	1.000	-0.021	0.038	0.036	0.017	0.036	0.065	0.550	0.294	0.112	-0.062	-0.044	0.036	0.000	0.000
distance_04	-0.006	-0.038	-0.017	-0.012	-0.025	-0.024	-0.097	-0.000	-0.014	-0.021	1.000	0.079	-0.077	-0.038	-0.019	0.147	-0.002	-0.003	-0.005	0.147	-0.012	-0.023	0.000	0.000
merchant_profile_02	0.006	0.023	0.012	0.028	0.016	0.020	-0.257	0.118	0.042	0.038	0.079	1.000	-0.198	-0.556	0.030	0.343	0.043	0.009	0.137	-0.159	-0.075	-0.017	0.000	0.000
merchant_spend_09	0.009	0.035	0.017	0.017	0.013	0.010	0.203	-0.397	0.043	0.036	-0.077	-0.198	1.000	0.736	-0.067	-0.448	0.022	0.069	0.014	-0.110	-0.001	0.009	0.028	0.057
merchant_profile_03	-0.007	0.018	0.004	0.000	0.011	0.008	0.101	-0.398	0.020	0.017	-0.038	-0.556	0.736	1.000	-0.067	-0.157	0.004	0.042	-0.022	-0.032	0.038	0.022	0.071	0.023
customer_digital_activity_01	-0.016	0.004	0.034	0.032	0.036	0.036	-0.024	0.020	0.008	0.036	-0.019	0.030	-0.067	-0.067	1.000	0.036	0.029	-0.046	-0.018	0.099	0.014	-0.014	0.001	0.051
merchant_spend_10	0.046	0.052	0.041	0.079	0.069	0.082	-0.355	0.361	0.064	0.065	0.147	0.343	-0.448	-0.157	0.036	1.000	0.077	-0.002	0.234	-0.041	-0.091	0.006	0.048	0.000
customer_profile_03	0.171	0.476	0.578	0.608	0.631	0.630	-0.012	0.056	0.560	0.550	-0.002	0.043	0.022	0.004	0.029	0.077	1.000	0.267	0.116	-0.087	-0.046	0.026	0.024	0.033
customer_digital_activity_02	0.055	0.229	0.266	0.275	0.294	0.288	-0.039	-0.000	0.289	0.294	-0.003	0.009	0.069	0.042	-0.046	-0.002	0.267	1.000	0.066	-0.183	-0.010	0.017	0.111	0.000
customer_profile_04	0.077	0.112	0.049	0.131	0.108	0.139	-0.066	0.154	0.108	0.112	-0.005	0.137	0.014	-0.022	-0.018	0.234	0.116	0.066	1.000	-0.159	-0.569	0.018	0.000	0.000
distance_05	0.020	-0.050	-0.049	-0.051	-0.065	-0.066	0.108	0.003	-0.075	-0.062	0.147	-0.159	-0.110	-0.032	0.099	-0.041	-0.087	-0.183	-0.159	1.000	0.056	-0.042	0.000	0.000
customer	-0.042	-0.061	-0.024	-0.065	-0.047	-0.063	0.021	-0.088	-0.044	-0.044	-0.012	-0.075	-0.001	0.038	0.014	-0.091	-0.046	-0.010	-0.569	0.056	1.000	-0.010	0.021	0.073
merchant	0.003	0.016	0.016	0.022	0.033	0.036	0.025	-0.006	0.044	0.036	-0.023	-0.017	0.009	0.022	-0.014	0.006	0.026	0.017	0.018	-0.042	-0.010	1.000	0.049	0.000
ind_recommended	0.000	0.044	0.071	0.014	0.081	0.080	0.000	0.021	0.048	0.000	0.000	0.000	0.028	0.071	0.001	0.048	0.024	0.111	0.000	0.000	0.021	0.049	1.000	0.000
activation	0.000	0.071	0.072	0.000	0.078	0.077	0.011	0.024	0.000	0.000	0.000	0.000	0.057	0.023	0.051	0.000	0.033	0.000	0.000	0.000	0.073	0.000	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	ind_recommended	customer_spend_01	customer_spend_02	customer_spend_03	customer_spend_05	customer_spend_06	customer_spend_07	merchant_spend_06	merchant_profile_01	customer_profile_01	customer_profile_02	distance_04	merchant_profile_02	merchant_spend_09	merchant_profile_03	customer_digital_activity_01	merchant_spend_10	customer_profile_03	customer_digital_activity_02	customer_profile_04	distance_05	customer	merchant
6844775	0	28.551667	2.0	10.0	5649.65	51.0	44.0	49.0	103.0	240.76	1960.50	1.000000	0.210526	368.0	2394.0	1.000000	65.440000	20.610176	1.333333	43.0	19.821790	234367	116342
1311093	0	87.500000	2.0	5.0	1350.48	21.0	21.0	33.0	326.0	330.83	225.00	1.892857	0.037037	24999.0	36593.0	0.311111	57.357143	2.088585	1.000000	130.0	9.107327	129979	38976
5307172	0	51.278871	14.0	114.0	18484.08	698.0	296.0	80.0	406.0	2438.38	2767.04	6.500000	0.333333	13770.0	7236.0	1.000000	104.940000	99.865910	7.000000	91.0	12.508751	247824	322356
7750452	1	29.933628	16.0	144.0	18451.65	1264.0	330.0	-999.0	101.0	3375.87	719.21	1.000000	0.600000	NaN	NaN	0.259259	6.530000	91.808765	4.000000	90.0	0.136353	378972	583909
9702391	0	49.677647	7.0	32.0	8772.82	221.0	158.0	23.0	408.0	815.45	735.48	9.500000	0.040000	6190.0	10220.0	0.950000	187.155000	44.547894	1.500000	492.0	9.600902	64420	372741
2111220	0	NaN	NaN	NaN	NaN	NaN	NaN	-999.0	406.0	0.00	0.00	7.000000	0.333333	NaN	NaN	0.781250	46.800000	0.000000	0.000000	104.0	10.957970	162227	73194
5469845	0	42.235714	22.0	116.0	14213.46	624.0	264.0	3.0	314.0	14402.68	13401.95	NaN	0.581197	1432.0	186.0	0.000000	250.000000	97.744501	4.666667	159.0	2.409571	239182	512739
5888123	0	36.636522	9.0	62.0	6139.74	223.0	145.0	24.0	202.0	3404.27	5000.00	35.500000	0.595745	19236.0	861.0	0.800000	3.855263	47.232477	32.500000	123.0	7.674247	201293	436105
4865600	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.00	0.00	8.333333	0.093023	20031.0	33068.0	0.520000	67.031250	0.000000	0.000000	30.0	7.153737	353939	429398
7545175	1	36.068333	6.0	16.0	1420.83	125.0	104.0	90.0	415.0	271.83	400.00	NaN	NaN	NaN	NaN	0.142857	NaN	66.884405	14.333333	322.0	2.319877	75946	493616

	customer_spend_01	customer_spend_02	customer_spend_03	customer_spend_05	customer_spend_06	customer_spend_07	merchant_spend_06	merchant_profile_01	customer_profile_01	customer_profile_02	distance_04	merchant_profile_02	merchant_spend_09	merchant_profile_03	customer_digital_activity_01	merchant_spend_10	customer_profile_03	customer_digital_activity_02	customer_profile_04	distance_05	customer	merchant
3963450	85.992258	12.0	147.0	26242.46	442.0	237.0	17.0	101.0	3937.29	6000.00	2.100559	0.091065	66231.0	88333.0	0.750000	23.300000	82.587291	5.500000	222.0	1.236361	351023	242435
8390596	55.007273	9.0	88.0	11001.95	365.0	193.0	28.0	101.0	2154.24	2524.39	1.000000	0.275362	50250.0	22713.0	0.324324	28.888333	100.000000	4.000000	180.0	1.504913	200555	161978
7401352	1.000000	1.0	2.0	534.12	23.0	21.0	94.0	101.0	416.09	167.22	76.000000	NaN	NaN	NaN	0.545455	33.220000	6.046022	3.666667	147.0	4.108611	227801	58127
9855129	34.651500	7.0	61.0	6036.25	195.0	114.0	86.0	103.0	853.67	100.00	10.142857	0.130435	4734.0	4266.0	0.071429	11.450000	60.518382	0.500000	26.0	0.977735	374684	5391
9362844	45.751111	15.0	83.0	7408.15	314.0	183.0	48.0	420.0	841.01	1425.06	1.000000	0.180000	6651.0	5973.0	0.240000	27.535000	69.365594	0.166667	43.0	5.560725	225658	12409
1120591	63.675556	7.0	25.0	3240.79	155.0	115.0	18.0	416.0	179.66	247.19	3.674342	0.210843	34562.0	19009.0	0.000000	23.950000	89.269872	1.500000	142.0	5.191798	128679	76945
6269344	27.917222	6.0	18.0	3351.41	86.0	71.0	52.0	326.0	1849.12	145.73	10.000000	0.250000	4580.0	16202.0	0.860000	187.000000	6.208299	3.500000	150.0	5.006359	204678	577648
9205001	57.084953	25.0	340.0	62357.22	1474.0	336.0	27.0	307.0	22770.20	12416.90	1.166667	0.434783	7324.0	3438.0	0.657143	454.760000	85.109879	2.833333	217.0	0.189227	206993	234195
1621498	45.161500	9.0	42.0	9836.26	493.0	252.0	24.0	319.0	3646.26	620.66	5.750000	0.227273	10889.0	10219.0	0.375000	265.000000	77.423244	2.500000	170.0	3.204308	21294	235647
1203971	25.337143	2.0	10.0	327.28	16.0	9.0	7.0	101.0	0.00	0.00	2.569401	0.075080	13517.0	92250.0	0.130435	55.740357	1.038256	1.166667	85.0	1.350307	343961	168301

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample